The air in the apartment felt stale, suffocating. He’d heard the hurried, whispered conversations from across the hallway. His wife, Emily, had been unusually evasive lately, her eyes avoiding his, her answers clipped and short. He felt a cold dread slowly creeping over him.

He slammed his fist against the wall, a sound swallowed by the silence. He felt a profound sense of isolation, a feeling of being utterly alone in a crowded room. His heart hammered in his chest, a frantic rhythm that mirrored the turmoil inside.

He felt a deep exhaustion, a bone-weary fatigue that went beyond physical limits. He couldn't even sleep.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224